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151 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | dp-mcp devraj21/dp-mcp analyze_table_patternsask_natural_language_querybackup_table_to_minio+14 | 17 | <=2025-11-25 | 49/100 |
| 2 | ferrumdeck sattyamjjain/ferrumdeck get_test_resultsgit_addgit_branch+10 | 13 | 2026-07-28+ | 49/100 | F |
| 3 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 4 | lyraios GalaxyLLMCI/lyraios call_contractcreate_cpi_transactiondelete_tool+13 | 16 | <=2025-11-25 | 49/100 | F |
| 5 | CloudBase-MCP TencentCloudBase/CloudBase-MCP authmanagePgDatabasequeryPgDatabase+2 | 5 | 2025-06-18+ | 48/100 | F |
| 6 | infra-ops-mcp skyvanguard/infra-ops-mcp aws_cloudwatch_metricsaws_ec2_instancesaws_lambda_functions+30 | 33 | 2026-07-28+ | 48/100 | F |
| 7 | mqtt_uns_viewer slalaure/mqtt_uns_viewer add_semantic_tagscreate_alertcreate_mapper+25 | 28 | 2026-07-28+ | 48/100 | F |
| 8 | nomoreide Rorogogogo/nomoreide check-databaseclose-uidb-object-details+46 | 49 | 2026-07-28+ | 48/100 | F |
| 9 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 10 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 11 | sark apathy-ca/sark invoke_toollist_serverslist_tools+1 | 4 | 2026-07-28+ | 48/100 | F |
| 12 | visor probelabs/visor analyze_file_structurecalculate_complexitydetect_patterns+2 | 5 | 2025-06-18+ | 48/100 | F |
| 13 | MCP-Servers-for-Full-Stack-Development iamqasimali/MCP-Servers-for-Full-Stack-Development check_portsdocker_composedocker_exec+25 | 28 | 2026-07-28+ | 47/100 | F |
| 14 | claude-mcp-setup souravs72/claude-mcp-setup add_tasks_to_goalclear_cachecreate_directory+28 | 31 | <=2025-11-25 | 47/100 | F |
| 15 | dajet-mcp-server zhichkin/dajet-mcp-server ExecuteQueryGetDatabaseDescriptionGetDatabaseMetadata+7 | 10 | 2025-06-18+ | 47/100 | F |
| 16 | neuron-mcp neurondb/neuron-mcp batch_embeddinggenerate_embeddinggpu_info+22 | 25 | 2025-06-18+ | 47/100 | F |
| 17 | vmware-vcenter-mcp uldyssian-sh/vmware-vcenter-mcp create_clustercreate_datacentercreate_vm+3 | 6 | <=2025-11-25 | 47/100 | F |
| 18 | CensusChat hollandkevint/CensusChat calculate_medicare_eligibilityexecute_drill_down_queryexecute_query+7 | 10 | <=2025-11-25 | 46/100 | F |
| 19 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 20 | borgos vizi2000/borgos analyze_codedelete_filedeploy_project+11 | 14 | <=2025-11-25 | 46/100 | F |
| 21 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |
| 22 | dblink-mcp patricksabry1/dblink-mcp add_database_connectioncompare_query_resultsdetect_schema_differences+2 | 5 | <=2025-11-25 | 46/100 | F |
| 23 | dbt-doctor Astoriel/dbt-doctor analyze_dagaudit_projectcheck_test_coverage+9 | 12 | <=2025-11-25 | 46/100 | F |
| 24 | drd-vpc-agent DrDroidLab/drd-vpc-agent debug_taskfetch_connector_connections_testsfetch_playbook_execution_tasks+3 | 6 | 2026-07-28+ | 46/100 | F |
| 25 | flux-mcp-server converged-computing/flux-mcp-server find_failed_jobsingest_flux_eventquery_job_history | 3 | <=2025-11-25 | 46/100 | F |
| 26 | mcp_server_awaberry awaberry/mcp_server_awaberry connect_to_deviceexecute_database_command_postgresexecute_terminal_command | 3 | 2025-06-18+ | 46/100 | F |
| 27 | rails-pg-extras-mcp pawurb/rails-pg-extras-mcp bloatcache_hitcalls+23 | 26 | <=2025-11-25 | 46/100 | F |
| 28 | source-code AgentCTL-dev/source-code ackagent.getagent.list+17 | 20 | 2026-07-28+ | 46/100 | F |
| 29 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 30 | gomcp syntrex-lab/gomcp accept_synapseadd_factadd_gene+32 | 35 | 2026-07-28+ | 45/100 | F |
| 31 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |
| 32 | mcp-context-forge IBM/mcp-context-forge add_edgeadd_nodeanalyze_data+8 | 11 | 2026-07-28+ | 45/100 | F |
| 33 | mcp-ecosystem-platform turtir-ai/mcp-ecosystem-platform diagnose_system_issueget_system_healthrestart_mcp_server | 3 | <=2025-11-25 | 45/100 | F |
| 34 | mcp-servers thejasmeetsingh/mcp-servers Add EventAddress GeocodingDelete Event+13 | 16 | <=2025-11-25 | 45/100 | F |
| 35 | secure-mcp-gateway datacline/secure-mcp-gateway list-tools | 1 | 2026-07-28+ | 45/100 | F |
| 36 | k8m weibaohui/k8m save_k8s_yaml_template | 1 | <=2025-11-25 | 44/100 | F |
| 37 | machineuse dotcommoners/machineuse authenticate_instance_keycreate_instancedelete_instance+9 | 12 | 2026-07-28+ | 44/100 | F |
| 38 | marmot marmotdata/marmot | 0 | 2026-07-28+ | 44/100 | F |
| 39 | mcp-news eluc1a/mcp-news add-notesummarize_news | 2 | <=2025-11-25 | 44/100 | F |
| 40 | oauth2-authorization-server musabbozkurt/oauth2-authorization-server generateScriptsmigrateweather | 3 | 2026-07-28+ | 44/100 | F |
| 41 | obot obot-platform/obot ApplyToolOverridesConvertToolsGenerateVMCPComponentToolPreviewsOAuthURL+2 | 5 | 2026-07-28+ | 44/100 | F |
| 42 | open-virome-mcp serratus-bio/open-virome-mcp get_palm_ids_by_speciesget_similar_palm_idsget_virus_metadata_analysis | 3 | <=2025-11-25 | 44/100 | F |
| 43 | vigilops LinChuang2008/vigilops get_servers_health | 1 | 2026-07-28+ | 44/100 | F |
| 44 | InfraGenius aryasoni98/InfraGenius analyze_logscheck_cluster_healthdescribe_resource+9 | 12 | 2026-07-28+ | 43/100 | F |
| 45 | MCP-SERVER-POSTGRES TungCan273/MCP-SERVER-POSTGRES get_model_infoget_schemapredict_sentiment+3 | 6 | <=2025-11-25 | 43/100 | F |
| 46 | MCPForge-Backend YoubetDao/MCPForge-Backend createMcpServerdeleteMcpServergetMcpServerByName+1 | 4 | 2026-07-28+ | 43/100 | F |
| 47 | context-builder DrDroidLab/context-builder checkdetectinit+2 | 5 | 2026-07-28+ | 43/100 | F |
| 48 | data-mcp niradler/data-mcp analyzeJsongetEnvironmenthealthCheck+2 | 5 | <=2025-11-25 | 43/100 | F |
| 49 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 50 | mcp-streaming-analytics Li-zhaoxue/mcp-streaming-analytics analyze_engagementcontent_performancefunnel_analysis+1 | 4 | 2026-07-28+ | 43/100 | F |